{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-07T14:55:45.494375Z",
     "start_time": "2022-11-07T14:55:38.298346Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow import keras\n",
    "from sklearn.datasets import load_sample_image\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 卷积层"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-07T14:55:45.556968Z",
     "start_time": "2022-11-07T14:55:45.495422Z"
    }
   },
   "outputs": [],
   "source": [
    "china = load_sample_image('china.jpg') / 255\n",
    "flower = load_sample_image('flower.jpg') / 255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-07T14:55:49.843017Z",
     "start_time": "2022-11-07T14:55:49.202179Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1e81da5bf40>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "plt.subplot(121)\n",
    "plt.imshow(china)\n",
    "plt.subplot(122)\n",
    "plt.imshow(flower)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(427, 640, 3)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "china.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-07T14:56:08.187417Z",
     "start_time": "2022-11-07T14:56:08.174892Z"
    }
   },
   "outputs": [],
   "source": [
    "images = np.array([china, flower])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size, hight, wight, channels = images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 427, 640, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 请勿在实际案例使用以下方法，仅演示手动构建滤波器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "filters = np.zeros(shape=(7, 7, channels, 2), dtype=np.float32) # 创建两个7*7滤波器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7, 7, 3, 2)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filters.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "filters[:, 3, :, 0] = 1 # 垂直线，即设定为垂直滤波器，试想，先行后列：行全选，第三列选中，纵（z轴）全选，第一（0）个滤波器，填充为1，即垂直滤波\n",
    "filters[3, :, :, 1] = 1 # 水平线，水平滤波器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.],\n",
       "        [1., 1., 1.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.],\n",
       "        [0., 0., 0.]]], dtype=float32)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filters[..., 1]\n",
    "# 第一维中每个矩阵代表一行像素块，矩阵中一行代表一个像素块的RGB值\n",
    "# 除了第一维第三个矩阵全部是1（该行白色），其他的都是0（该行黑色）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1e820444df0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "plt.imshow(filters[..., 0], cmap='gray')\n",
    "plt.subplot(122)\n",
    "plt.imshow(filters[..., 1], cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n应用滤波器,(图像批量)滤波器,步幅,padding),padding为SAME时,周围填充0,输出图像与原来相同大小,为VALID时,严格在图像内部填充\\n'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outputs = tf.nn.conv2d(images, filters, strides=1, padding='SAME') \n",
    "'''\n",
    "应用滤波器,(图像批量)滤波器,步幅,padding),padding为SAME时,周围填充0,输出图像与原来相同大小,为VALID时,严格在图像内部填充\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1e8204cd340>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "plt.subplot(121)\n",
    "plt.imshow(outputs[0, :, :, 0], cmap='gray')\n",
    "plt.subplot(122)\n",
    "plt.imshow(outputs[1, :, :, 0], cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> TF已经给了构建滤波器的函数如下，它可以被训练因此不用具体定义滤波器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "conv = keras.layers.Conv2D(filters=32, kernel_size=3, strides=1, padding='same', activation='relu')\n",
    "# 滤波器数量，高宽（方形高宽一致），步幅，填充类型，激活函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 池化层"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "池化层只保留核内最大值（或平均值），大幅压缩图像，具有一定破坏性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_pool = keras.layers.MaxPool2D(pool_size=2) # 平均池化层使用 Avgpool2D()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Keras不包括深度最大池化层，TF的低层深度学习API包括\n",
    "output = tf.nn.max_pool(images,\n",
    "                       ksize=(1, 1, 1, 3),\n",
    "                       strides=(1, 1, 1, 3),\n",
    "                       padding='VALID')\n",
    "# 内核大小和步幅指定为4元组，前三个值均为1：即内核大小、步幅和批量处理、高度宽度应为1，\n",
    "# 最后一个应该为沿深度维度所需的内核大小和跨度，如3，必须是输入深度的除数，如果上一层输出20，则无效，因为20不是3的倍数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 也可以包装在keras内\n",
    "depth_pool = keras.layers.Lambda(\n",
    "    lambda X: tf.nn.max_pool(X, ksize=(1, 1, 1, 3), strides=(1, 1, 1, 3), padding='VALID'))\n",
    "\n",
    "# 调用 depth_pool(image)，输入图像即可"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''现代构架中经常会看到最后一种池化层是全局平均池化层，它计算整个特征图的均值，意味着每个特征图只输出一个单值，极具破坏性\n",
    "但它可以作用输出层'''\n",
    "global_avg_pool = keras.layers.GlobalAveragePooling2D()\n",
    "# 等效于\n",
    "global_avd_pool = keras.layers.Lambda(lambda X: tf.reduce_mean(X, axis=[1, 2]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CNN构架"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "(X_train_full, y_train_full), (X_test, y_test) = keras.datasets.fashion_mnist.load_data()\n",
    "X_train, X_valid = X_train_full[:-5000], X_train_full[-5000:]\n",
    "y_train, y_valid = y_train_full[:-5000], y_train_full[-5000:]\n",
    "\n",
    "X_mean = X_train.mean(axis=0, keepdims=True) # 均值\n",
    "X_std = X_train.std(axis=0, keepdims=True) + 1e-7 # 标准差\n",
    "X_train = (X_train - X_mean) / X_std # 训练集标准化\n",
    "X_valid = (X_valid - X_mean) / X_std # 验证集标准化\n",
    "X_test = (X_test - X_mean) / X_std # 测试集标准化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(55000, 28, 28)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1e8205ef190>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X_train[0,...])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = X_train[..., np.newaxis] # 增加一个维度,暂时不清楚为什么\n",
    "X_valid = X_valid[..., np.newaxis]\n",
    "X_test = X_test[..., np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.1306924])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train[0,1,5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1e829d40ca0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X_train[10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 定义模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = keras.models.Sequential([\n",
    "    keras.layers.Conv2D(64, 7, \n",
    "                       activation='relu', \n",
    "                       padding='same', \n",
    "                       input_shape=[28, 28, 1]),\n",
    "    keras.layers.MaxPool2D(2),\n",
    "    keras.layers.Conv2D(128, 3, activation='relu', padding='same'),\n",
    "    keras.layers.Conv2D(128, 3, activation='relu', padding='same'),\n",
    "    keras.layers.MaxPooling2D(2),\n",
    "    keras.layers.Conv2D(256, 3, activation=\"relu\", padding='same'),\n",
    "    keras.layers.Conv2D(256, 3, activation='relu', padding='same'),\n",
    "    keras.layers.MaxPooling2D(2),\n",
    "    keras.layers.Flatten(),\n",
    "    keras.layers.Dense(128, activation=\"relu\"),\n",
    "    keras.layers.Dropout(0.5),\n",
    "    keras.layers.Dense(64, activation=\"relu\"),\n",
    "    keras.layers.Dropout(0.5),\n",
    "    keras.layers.Dense(10, activation=\"softmax\"),\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "1172/1719 [===================>..........] - ETA: 56s - loss: 0.7929 - accuracy: 0.7189"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[35], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m model\u001b[38;5;241m.\u001b[39mcompile(loss\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msparse_categorical_crossentropy\u001b[39m\u001b[38;5;124m\"\u001b[39m, optimizer\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnadam\u001b[39m\u001b[38;5;124m\"\u001b[39m, metrics\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maccuracy\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m----> 2\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mX_valid\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_valid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\keras\\utils\\traceback_utils.py:65\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     63\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m     64\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 65\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m     66\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m     67\u001b[0m     filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\keras\\engine\\training.py:1685\u001b[0m, in \u001b[0;36mModel.fit\u001b[1;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[0;32m   1677\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m tf\u001b[38;5;241m.\u001b[39mprofiler\u001b[38;5;241m.\u001b[39mexperimental\u001b[38;5;241m.\u001b[39mTrace(\n\u001b[0;32m   1678\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m   1679\u001b[0m     epoch_num\u001b[38;5;241m=\u001b[39mepoch,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1682\u001b[0m     _r\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[0;32m   1683\u001b[0m ):\n\u001b[0;32m   1684\u001b[0m     callbacks\u001b[38;5;241m.\u001b[39mon_train_batch_begin(step)\n\u001b[1;32m-> 1685\u001b[0m     tmp_logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1686\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39mshould_sync:\n\u001b[0;32m   1687\u001b[0m         context\u001b[38;5;241m.\u001b[39masync_wait()\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\util\\traceback_utils.py:150\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    148\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m    149\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 150\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    152\u001b[0m   filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\polymorphic_function.py:894\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    891\u001b[0m compiler \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mxla\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnonXla\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    893\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m OptionalXlaContext(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile):\n\u001b[1;32m--> 894\u001b[0m   result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m    896\u001b[0m new_tracing_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexperimental_get_tracing_count()\n\u001b[0;32m    897\u001b[0m without_tracing \u001b[38;5;241m=\u001b[39m (tracing_count \u001b[38;5;241m==\u001b[39m new_tracing_count)\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\polymorphic_function.py:926\u001b[0m, in \u001b[0;36mFunction._call\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    923\u001b[0m   \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock\u001b[38;5;241m.\u001b[39mrelease()\n\u001b[0;32m    924\u001b[0m   \u001b[38;5;66;03m# In this case we have created variables on the first call, so we run the\u001b[39;00m\n\u001b[0;32m    925\u001b[0m   \u001b[38;5;66;03m# defunned version which is guaranteed to never create variables.\u001b[39;00m\n\u001b[1;32m--> 926\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_no_variable_creation_fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)  \u001b[38;5;66;03m# pylint: disable=not-callable\u001b[39;00m\n\u001b[0;32m    927\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_variable_creation_fn \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    928\u001b[0m   \u001b[38;5;66;03m# Release the lock early so that multiple threads can perform the call\u001b[39;00m\n\u001b[0;32m    929\u001b[0m   \u001b[38;5;66;03m# in parallel.\u001b[39;00m\n\u001b[0;32m    930\u001b[0m   \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock\u001b[38;5;241m.\u001b[39mrelease()\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\tracing_compiler.py:143\u001b[0m, in \u001b[0;36mTracingCompiler.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    140\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m    141\u001b[0m   (concrete_function,\n\u001b[0;32m    142\u001b[0m    filtered_flat_args) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maybe_define_function(args, kwargs)\n\u001b[1;32m--> 143\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mconcrete_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_flat\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    144\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfiltered_flat_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcaptured_inputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconcrete_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcaptured_inputs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\monomorphic_function.py:1757\u001b[0m, in \u001b[0;36mConcreteFunction._call_flat\u001b[1;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[0;32m   1753\u001b[0m possible_gradient_type \u001b[38;5;241m=\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPossibleTapeGradientTypes(args)\n\u001b[0;32m   1754\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (possible_gradient_type \u001b[38;5;241m==\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPOSSIBLE_GRADIENT_TYPES_NONE\n\u001b[0;32m   1755\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m executing_eagerly):\n\u001b[0;32m   1756\u001b[0m   \u001b[38;5;66;03m# No tape is watching; skip to running the function.\u001b[39;00m\n\u001b[1;32m-> 1757\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_call_outputs(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_inference_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   1758\u001b[0m \u001b[43m      \u001b[49m\u001b[43mctx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcancellation_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcancellation_manager\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m   1759\u001b[0m forward_backward \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_select_forward_and_backward_functions(\n\u001b[0;32m   1760\u001b[0m     args,\n\u001b[0;32m   1761\u001b[0m     possible_gradient_type,\n\u001b[0;32m   1762\u001b[0m     executing_eagerly)\n\u001b[0;32m   1763\u001b[0m forward_function, args_with_tangents \u001b[38;5;241m=\u001b[39m forward_backward\u001b[38;5;241m.\u001b[39mforward()\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\monomorphic_function.py:381\u001b[0m, in \u001b[0;36m_EagerDefinedFunction.call\u001b[1;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[0;32m    379\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _InterpolateFunctionError(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m    380\u001b[0m   \u001b[38;5;28;01mif\u001b[39;00m cancellation_manager \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 381\u001b[0m     outputs \u001b[38;5;241m=\u001b[39m \u001b[43mexecute\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    382\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msignature\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    383\u001b[0m \u001b[43m        \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_outputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    384\u001b[0m \u001b[43m        \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    385\u001b[0m \u001b[43m        \u001b[49m\u001b[43mattrs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    386\u001b[0m \u001b[43m        \u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mctx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    387\u001b[0m   \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    388\u001b[0m     outputs \u001b[38;5;241m=\u001b[39m execute\u001b[38;5;241m.\u001b[39mexecute_with_cancellation(\n\u001b[0;32m    389\u001b[0m         \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msignature\u001b[38;5;241m.\u001b[39mname),\n\u001b[0;32m    390\u001b[0m         num_outputs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_outputs,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    393\u001b[0m         ctx\u001b[38;5;241m=\u001b[39mctx,\n\u001b[0;32m    394\u001b[0m         cancellation_manager\u001b[38;5;241m=\u001b[39mcancellation_manager)\n",
      "File \u001b[1;32mE:\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\execute.py:52\u001b[0m, in \u001b[0;36mquick_execute\u001b[1;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[0;32m     50\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m     51\u001b[0m   ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[1;32m---> 52\u001b[0m   tensors \u001b[38;5;241m=\u001b[39m \u001b[43mpywrap_tfe\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTFE_Py_Execute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mop_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     53\u001b[0m \u001b[43m                                      \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     54\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m     55\u001b[0m   \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "model.compile(loss=\"sparse_categorical_crossentropy\", optimizer=\"nadam\", metrics=[\"accuracy\"])\n",
    "history = model.fit(X_train, y_train, epochs=10, validation_data=(X_valid, y_valid))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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